RAG and vectors

2,555 mods in this category, of every kind an agent can take. Each one carries what it costs per session, what the scan found, and whether it is the original.

rag-mcp

505

Ma-fee/RAG_MCP

MCP server Claude CodeCodexCursor +2

This is a local rag-mcp solution with chromadb using langchain and docling. Runs locally from the rag-mcp Python package.

not rated 0 4mo ago A tokens not measured

qdrant-codebase-mcp

506

theepicsaxguy/qdrant-codebase-mcp

MCP server Claude CodeCodexCursor +2

MCP server "qdrant-codebase-mcp" as configured in theepicsaxguy/qdrant-codebase-mcp. Runs locally from the qdrant-codebase-mcp npm package.

not rated 0 2d ago A tokens not measured original MIT

knowledge-mgmt-mcp

507

mmaun/askmydocs

MCP server Claude CodeCodexCursor +2

Production-ready MCP server for document ingestion and knowledge management with vector search. Supports PDF, DOCX, TXT, MD, CSV, JSON, HTML with ChromaDB and multiple embedding providers. Runs locally from the knowledge-mgmt-mcp npm package.

not rated 0 11mo ago A tokens not measured original MIT

kb-mcp-server

508

aisho-alex/knowledge_base_mcp

MCP server Claude CodeCodexCursor +2

A Model Context Protocol (MCP) server implementation for txtai. Runs locally from the kb-mcp-server Python package.

not rated 0 5mo ago A tokens not measured

metamind-vault-rag

509

Nikitzu/metamind-vault-rag

MCP server Claude CodeCodexCursor +2

Markdown corpus retrieval engine: watcher, indexer, hybrid search, MCP server. Runs locally from the metamind-vault-rag Python package.

not rated 0 19d ago A tokens not measured original MIT

mcp-powered-video

510

aymanz12/-MCP-Powered-Video-RAG-

MCP server Claude CodeCodexCursor +2

MCP server "mcp-powered-video" as configured in aymanz12/-MCP-Powered-Video-RAG. Runs locally from the mcp-powered-video Python package.

not rated 0 18d ago A tokens not measured

code-context-mcp

511

RafaelC457ro/code-context-mcp

MCP server Claude CodeCodexCursor +2

MCP server for semantic code search powered by MongoDB Atlas Vector Search and Voyage AI embeddings. Runs locally from the code-context-mcp npm package.

not rated 0 1mo ago A tokens not measured

uiqkos/llamacloud-rag-mcp

MCP server Claude CodeCodexCursor +2

MCP server "llamacloud-rag-mcp-server" as configured in uiqkos/llamacloud-rag-mcp. Runs locally from the llamacloud-rag-mcp-server npm package.

not rated 0 7mo ago A tokens not measured original MIT

snomed-graph-rag

513

lesskao/rag-neo-mcp-week6

MCP server Claude CodeCodexCursor +2

MCP server "snomed-graph-rag" as configured in lesskao/rag-neo-mcp-week6. Runs locally from the snomed-graph-rag Python package.

not rated 0 7mo ago A tokens not measured

code-context-mcp

514

daswort/code-context-mcp

MCP server Claude CodeCodexCursor +2

MCP server with local RAG for Claude Code repo context. Runs locally from the code-context-mcp Python package.

not rated 0 5mo ago A tokens not measured

node2flow-th/gemini-files-search-rag-mcp-community

MCP server Claude CodeCodexCursor +2

MCP server for Gemini RAG — manage File Search stores, upload documents, and query with AI-powered retrieval-augmented generation. Runs locally from the @node2flow/gemini-file-search-rag-mcp npm package.

not rated 0 6mo ago A tokens not measured original MIT

codebase-indexer

516

ygtdgn/codebase-indexer

MCP server Claude CodeCodexCursor +2

Semantic codebase indexer with Ollama + Qdrant, MCP server for Claude Code. Runs locally from the codebase-indexer npm package.

not rated 0 6mo ago A tokens not measured

inkdex

517

antonlunden/inkdex

MCP server Claude CodeCodexCursor +2

MCP server that indexes markdown docs and exposes hybrid semantic search for LLM context retrieval. Runs locally from the inkdex npm package.

not rated 0 1mo ago A tokens not measured original Apache-2.0

faq-rag-mcp

518

chowgi/glean-rag-mcp

MCP server Claude CodeCodexCursor +2

MCP server "faq-rag-mcp" as configured in chowgi/glean-rag-mcp. Runs locally from the faq-rag-mcp Python package.

not rated 0 6mo ago A tokens not measured

rag-mcp

519

Kamalesh-Kavin/rag-mcp

MCP server Claude CodeCodexCursor +2

This is a local rag-mcp solution with chromadb using langchain and docling. Runs locally from the rag-mcp Python package.

not rated 0 5mo ago A tokens not measured

r2r-mcp-server

520

evgenygurin/fastmcp-r2r-openapi-integration

MCP server Claude CodeCodexCursor +2

MCP server "r2r-mcp-server" as configured in evgenygurin/fastmcp-r2r-openapi-integration. Runs locally from the r2r-mcp-server Python package.

not rated 0 9mo ago A tokens not measured original MIT

mcp-server-fetch-rag

522

attamari/mcp-server-fetch-rag

MCP server Claude CodeCodexCursor +2

MCP server "mcp-server-fetch-rag" as configured in attamari/mcp-server-fetch-rag. Runs locally from the mcp-server-fetch-rag Python package.

not rated 0 7mo ago A tokens not measured original MIT

chroma-mcp

523

zwczwczwc/chroma-mcp-ollama

MCP server Claude CodeCodexCursor +2

Chroma MCP Server - Vector Database Integration for LLM Applications. Runs locally from the chroma-mcp Python package.

not rated 0 2mo ago A tokens not measured original Apache-2.0

hybrid-retrieval

524

MohanTn/hybrid-retrieval-pipeline

MCP server Claude CodeCodexCursor +2

MCP server "hybrid-retrieval" as configured in MohanTn/hybrid-retrieval-pipeline. Runs locally from the hybrid-retrieval Python package.

not rated 0 6d ago A tokens not measured

document-rag-mcp

525

nongtiensonpro/document-rag-mcp

MCP server Claude CodeCodexCursor +2

RAG MCP Server — watches folders, chunks documents, serves semantic search via MCP. Runs locally from the document-rag-mcp Python package.

not rated 0 8d ago A tokens not measured

mcp-agentic-rag

526

sampathpulukurthi/agentic-rag-mcp

MCP server Claude CodeCodexCursor +2

MCP server "mcp-agentic-rag" as configured in sampathpulukurthi/agentic-rag-mcp. Runs locally from the mcp-agentic-rag Python package.

not rated 0 2mo ago A tokens not measured

rag-knowledge-mcp

527

evokateur/rag-knowledge-mcp

MCP server Claude CodeCodexCursor +2

MCP server for rag knowledge. Features semantic search, knowledge graph query, index document. From MEOK AI Labs. Runs locally from the rag-knowledge-mcp Python package.

not rated 0 1mo ago A tokens not measured

easy_mcp_rag

528

justinlime/easy_mcp_rag

MCP server Claude CodeCodexCursor +2

MCP server "easymcprag" as configured in justinlime/easymcprag. Runs locally from the easy_mcp_rag Python package.

not rated 0 9mo ago A tokens not measured